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   "cells": [
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "######################################################################## \n",
      "#   Turing patterns in multiplex networks\n",
      "#\n",
      "#    Copyright (C) 2013-2019 \n",
      "#    Project LASAGNE -- multi-LAyer SpAtiotemporal Generalized NEtworks\n",
      "#\n",
      "#    LICENCE ???\n",
      "######################################################################## "
     ]
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Import libraries"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "from scipy.integrate import ode\n",
      "import matplotlib.pylab as plt\n",
      "import networkx as nx\n",
      "import multinetx as mx"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "The Mimura-Murray ecological model"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def mimura_murray_duplex(t, y0, G):\n",
      "    f = y0.copy()    \n",
      "    u = y0[:G.N] # activator\n",
      "    v = y0[G.N:] # inhibitor    \n",
      "    sum_lapl_u = G.diff[0] * u * G.lapl[0:G.N,0:G.N]   \n",
      "    sum_lapl_v = G.diff[1] * v * G.lapl[G.N:2*G.N,G.N:2*G.N]    \n",
      "    # activator\n",
      "    f[:G.N] = ( (G.a + G.b * u - u * u) / G.c - v) * u + sum_lapl_u\n",
      "    # inhibitor   \n",
      "    f[G.N:] = (u - 1.0 - G.d * v) * v + sum_lapl_v\n",
      "    return f "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Define the integrate method"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def integrate(G, dt=0.5, tmax=200, method='dopri5', store_solution=True):\n",
      "    '''This function integrates the MM model'''\n",
      "    ## Setup the integrator \n",
      "    t0 = 0.0\n",
      "    sol = [G.species]\n",
      "    solver = ode(G.rhs).set_f_params(G)\n",
      "    int_pars = dict(atol=1E-8, rtol=1E-8, first_step=1E-2,\n",
      "                    max_step=2E1, nsteps=2E4)\n",
      "    solver.set_integrator(method,**int_pars)\n",
      "    solver.set_initial_value(G.species,t0)\n",
      "    ## Integrate the system    \n",
      "    while solver.successful() and solver.t < tmax:\n",
      "        solver.integrate(solver.t+dt)\n",
      "        sol.append(solver.y)\n",
      "    return np.array(sol)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Total integration time and time step"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "N = 350\n",
      "g1 = nx.barabasi_albert_graph(n=N, m=5, seed=812)   # activators\n",
      "g2 = nx.barabasi_albert_graph(n=N, m=200, seed=812) # inhibitors"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 21
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Create the activator-inhibitor multiplex"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G = mx.MultilayerGraph(list_of_layers=[g1,g2])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Laplacian matrices of the multiplex"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G.lapl = (-1.0) * nx.laplacian_matrix(G,weight=None)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Right-hand-side of the Mimura-Murray model"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G.rhs = mimura_murray_duplex"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 24
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Define the parameters of the model (They correspond to the uniform steady state)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G.a = 35.0\n",
      "G.b = 16.0\n",
      "G.c = 9.0\n",
      "G.d = 0.4"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 25
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G.N = G.number_of_nodes_in_layer() \n",
      "G.diff = [0.12, 0.12]  "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 26
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Initial conditions and perturbation"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "activators = np.empty(G.N,dtype=np.double)\n",
      "inhibitors = np.empty(G.N,dtype=np.double)\n",
      "activators[:] = 5.0\n",
      "inhibitors[:] = 10.0\n",
      "activators[10] += 10E-5\n",
      "G.species = np.concatenate((activators,inhibitors),axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 27
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Integrate the system"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sol = integrate(G,dt=0.5,tmax=200,method='dpori5')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 28
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Sort the solution according to decreasing degree of the activator layer"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "deg_act = g1.degree().values()\n",
      "sdeg_act = np.argsort(deg_act)[::-1]\n",
      "sdeg_sol = np.append(sdeg_act,G.N+sdeg_act)\n",
      "ssol = sol[:,sdeg_sol]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_sol(ax, insol, NN, t=0):\n",
      "    ax.plot(insol[t],':',color='green',lw=1.1,alpha=1)\n",
      "    sc = ax.scatter(np.arange(NN),insol[t],\n",
      "                    c=insol[t],s=25,marker='o',lw=1.2,\n",
      "                    vmin=min(insol[t]),vmax=max(insol[t]),\n",
      "                    cmap=plt.cm.YlOrBr)\n",
      "    ax.set_xlim(-5,NN)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 31
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Development of Turing pattern (activator layer is shown)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sol_act = ssol[:,:G.N]\n",
      "\n",
      "fig = plt.figure()\n",
      "ax1 = fig.add_subplot(221)\n",
      "ax1.set_ylabel(r'$u_i$')\n",
      "ax1.set_title(r'$t=0$')\n",
      "ax1.set_ylim(0,10)\n",
      "ax1.set_xticks([])\n",
      "plot_sol(ax1,sol_act,G.N,t=0)\n",
      "\n",
      "ax2 = fig.add_subplot(222)\n",
      "ax2.set_ylabel(r'$v_i$')\n",
      "ax2.set_title(r'$t=18$')\n",
      "ax2.set_ylim(0,10)\n",
      "ax2.set_xticks([])\n",
      "plot_sol(ax2,sol_act,G.N,t=18)\n",
      "\n",
      "ax3 = fig.add_subplot(223)\n",
      "ax3.set_xlabel(r'$i$')\n",
      "ax3.set_ylabel(r'$v_i$')\n",
      "ax3.set_title(r'$t=21$')\n",
      "ax3.set_ylim(0,10)\n",
      "plot_sol(ax3,sol_act,G.N,t=21)\n",
      "\n",
      "ax4 = fig.add_subplot(224)\n",
      "ax4.set_xlabel(r'$i$')\n",
      "ax4.set_ylabel(r'$v_i$')\n",
      "ax4.set_title(r'$t=400$')\n",
      "ax4.set_ylim(0,10)\n",
      "plot_sol(ax4,sol_act,G.N,t=400)\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
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KD/m06GGybIDfed9eBm8etIy1mOfzEV8K2edCr2VuGvV28dL9+ZXK6wpffaSUOj3w/yal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yXOAcAatzWY83gO7kXeQ7/r/WTaxP+I9S/Xo+/1vtjrsxdnPpxhjqeWpiI4Kxifcz8jpyJHql91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\ng4KKioqKioX/Bx9lcgXJAhh1AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f2f933bf390>"
       ]
      }
     ],
     "prompt_number": 51
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Turing pattern shown in activator and inhibitor layer"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sol_act = ssol[:,:G.N]\n",
      "sol_inh = ssol[:,G.N:]\n",
      "tsnap = 400\n",
      "\n",
      "fig = plt.figure()\n",
      "ax1 = fig.add_subplot(211)\n",
      "ax1.set_ylabel(r'$u_i$')\n",
      "ax1.set_ylim(0,10)\n",
      "plot_sol(ax1,sol_act,G.N,t=tsnap)\n",
      "\n",
      "ax2 = fig.add_subplot(212)\n",
      "ax2.set_xlabel(r'$i$')\n",
      "ax2.set_ylabel(r'$v_i$')\n",
      "ax2.set_ylim(8,11)\n",
      "plot_sol(ax2,sol_inh,G.N,t=tsnap)\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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F36wk2CFQUKco3Lt3L9u3aa2tTgCwYvkYfvvLt3YzY6nJpegUqrCJLxjvCX5V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\neksYjOVg93fNcH13c+zbbYpS23Yw0hPg5MmT4PO4SNvWBsW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CcSn0kppHvOTB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\nQTu0Obx+P/m7tuTtw9cP03hfrbi4gsbTjDP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       "text": [
        "<matplotlib.figure.Figure at 0x7f2f914ffbd0>"
       ]
      }
     ],
     "prompt_number": 52
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}